Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference

Haixing Dai; Mengxuan Hu; Qing Li; Lu Zhang; Dajiang Zhu; Quanzheng Li; Sheng Li; Tianming Liu; Xiang Li

doi:10.1364/ISA.2023.ITh1C.2

Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference

Haixing Dai
, Mengxuan Hu
, Qing Li
, Lu Zhang
, Dajiang Zhu
, Quanzheng Li
, Sheng Li
, Tianming Liu
, Xiang Li

University of Georgia
Beijing Normal University
University of Texas at Arlington
Massachusetts General Hospital
University of Virginia

Research output: Contribution to conference › Paper › peer-review

1 Citation (Scopus)

Abstract

We developed GVCNet for estimating the individual treatment effect of regional amyloid-beta accumulation in the brain, characterized by Positron Emission Tomography, and its counterfactual causal relationship with the progression of Alzheimer’s Disease.

Original language	English
DOIs	https://doi.org/10.1364/ISA.2023.ITh1C.2
Publication status	Published - 2023
Externally published	Yes
Event	2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023 - Boston, United States Duration: 14 Aug 2023 → 17 Aug 2023

Conference

Conference	2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023
Country/Territory	United States
City	Boston
Period	14/08/23 → 17/08/23

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10.1364/ISA.2023.ITh1C.2

Cite this

Dai, H., Hu, M., Li, Q., Zhang, L., Zhu, D., Li, Q., Li, S., Liu, T., & Li, X. (2023). Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference. Paper presented at 2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023, Boston, United States. https://doi.org/10.1364/ISA.2023.ITh1C.2

@conference{7aa9728ad850447ebc8e289b8aa6070f,

title = "Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer{\textquoteright}s Disease Progression via Counterfactual Inference",

abstract = "We developed GVCNet for estimating the individual treatment effect of regional amyloid-beta accumulation in the brain, characterized by Positron Emission Tomography, and its counterfactual causal relationship with the progression of Alzheimer{\textquoteright}s Disease.",

author = "Haixing Dai and Mengxuan Hu and Qing Li and Lu Zhang and Dajiang Zhu and Quanzheng Li and Sheng Li and Tianming Liu and Xiang Li",

note = "Publisher Copyright: {\textcopyright} 2023 The Author(s).; 2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023 ; Conference date: 14-08-2023 Through 17-08-2023",

year = "2023",

doi = "10.1364/ISA.2023.ITh1C.2",

language = "English",

}

Dai, H, Hu, M, Li, Q, Zhang, L, Zhu, D, Li, Q, Li, S, Liu, T & Li, X 2023, 'Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference', Paper presented at 2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023, Boston, United States, 14/08/23 - 17/08/23. https://doi.org/10.1364/ISA.2023.ITh1C.2

Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference. / Dai, Haixing; Hu, Mengxuan; Li, Qing et al.
2023. Paper presented at 2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023, Boston, United States.

Research output: Contribution to conference › Paper › peer-review

TY - CONF

T1 - Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference

AU - Dai, Haixing

AU - Hu, Mengxuan

AU - Li, Qing

AU - Zhang, Lu

AU - Zhu, Dajiang

AU - Li, Quanzheng

AU - Li, Sheng

AU - Liu, Tianming

AU - Li, Xiang

PY - 2023

Y1 - 2023

N2 - We developed GVCNet for estimating the individual treatment effect of regional amyloid-beta accumulation in the brain, characterized by Positron Emission Tomography, and its counterfactual causal relationship with the progression of Alzheimer’s Disease.

AB - We developed GVCNet for estimating the individual treatment effect of regional amyloid-beta accumulation in the brain, characterized by Positron Emission Tomography, and its counterfactual causal relationship with the progression of Alzheimer’s Disease.

UR - https://www.scopus.com/pages/publications/85193053832

U2 - 10.1364/ISA.2023.ITh1C.2

DO - 10.1364/ISA.2023.ITh1C.2

M3 - Paper

AN - SCOPUS:85193053832

T2 - 2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023

Y2 - 14 August 2023 through 17 August 2023

ER -

Dai H, Hu M, Li Q, Zhang L, Zhu D, Li Q et al.. Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference. 2023. Paper presented at 2023 Imaging Systems and Applications, IS 2023 in Optica Imaging Congress - Part of Imaging and Applied Optics Congress 2023, Boston, United States. doi: 10.1364/ISA.2023.ITh1C.2

Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference

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